{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.fftpack import fft,ifft\n",
    "import pandas as pd\n",
    "from scipy.optimize import minimize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Mrk335\n",
    "data00 = pd.read_csv(\"energy_2000.csv\")  \n",
    "x00 = data00['x']\n",
    "y00 = data00['y']\n",
    "xerr00 = data00['xerr']\n",
    "yerr00 = data00['yerr']\n",
    "\n",
    "data06 = pd.read_csv(\"energy_2006.csv\")  \n",
    "x06 = data06['x']\n",
    "y06 = data06['y']\n",
    "xerr06 = data06['xerr']\n",
    "yerr06 = data06['yerr']\n",
    "\n",
    "data091 = pd.read_csv(\"energy_2009_1.csv\")  \n",
    "x091 = data091['x']\n",
    "y091 = data091['y']\n",
    "xerr091 = data091['xerr']\n",
    "yerr091 = data091['yerr']\n",
    "\n",
    "data092 = pd.read_csv(\"energy_2009_2.csv\")  \n",
    "x092 = data092['x']\n",
    "y092 = data092['y']\n",
    "xerr092 = data092['xerr']\n",
    "yerr092 = data092['yerr']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1H0707-495\n",
    "data02 = pd.read_csv(\"energy_1H_2002.csv\")  \n",
    "x02 = data02['x']\n",
    "y02 = data02['y']\n",
    "xerr02 = data02['xerr']\n",
    "yerr02 = data02['yerr']\n",
    "\n",
    "data081 = pd.read_csv(\"energy_1H_2008_1.csv\")  \n",
    "x081 = data081['x']\n",
    "y081 = data081['y']\n",
    "xerr081 = data081['xerr']\n",
    "yerr081 = data081['yerr']\n",
    "\n",
    "data101 = pd.read_csv(\"energy_1H_2010_1.csv\")  \n",
    "x101 = data101['x']\n",
    "y101 = data101['y']\n",
    "xerr101 = data101['xerr']\n",
    "yerr101 = data101['yerr']\n",
    "\n",
    "data102 = pd.read_csv(\"energy_1H_2010_2.csv\")  \n",
    "x102 = data102['x']\n",
    "y102 = data102['y']\n",
    "xerr102 = data102['xerr']\n",
    "yerr102 = data102['yerr']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# PG1244+026\n",
    "data11 = pd.read_csv(\"energy_PG_2011.csv\")  \n",
    "x11 = data11['x']\n",
    "y11 = data11['y']\n",
    "xerr11 = data11['xerr']\n",
    "yerr11 = data11['yerr']\n",
    "\n",
    "data142 = pd.read_csv(\"energy_PG_2014_2.csv\")  \n",
    "x142 = data142['x']\n",
    "y142 = data142['y']\n",
    "xerr142 = data142['xerr']\n",
    "yerr142 = data142['yerr']\n",
    "\n",
    "data15 = pd.read_csv(\"energy_PG_2015.csv\")  \n",
    "x15 = data15['x']\n",
    "y15 = data15['y']\n",
    "xerr15 = data15['xerr']\n",
    "yerr15 = data15['yerr']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig= plt.figure(figsize=(20,20))\n",
    "ax1 = plt.subplot(221)\n",
    "ax2 = plt.subplot(222)\n",
    "ax3 = plt.subplot(223)\n",
    "ax4 = plt.subplot(224)\n",
    "\n",
    "ax1.loglog()\n",
    "ax1.errorbar(x00, y00, yerr=yerr00, xerr=xerr00, fmt='.', label='2000')\n",
    "ax1.errorbar(x06, y06, yerr=yerr06, xerr=xerr06, fmt='.', label='2006')\n",
    "ax1.errorbar(x091, y091, yerr=yerr091, xerr=xerr091, fmt='.',label='2009(1)')\n",
    "ax1.errorbar(x092, y092, yerr=yerr092, xerr=xerr092, fmt='.',label='2009(2)')\n",
    "ax1.set_xlabel(\"Energy (keV)\",fontsize=15)\n",
    "ax1.set_ylabel(r\"$keV^2 (Photons{\\ }cm^{-2}{\\ } s^{-1}{\\ } keV^{-1})$\",fontsize=15)\n",
    "ax1.set_title(\"Energy Mrk335\",fontsize=23)\n",
    "ax1.legend(fontsize=13)\n",
    "ax1.tick_params(labelsize=13)\n",
    "\n",
    "ax3.loglog()\n",
    "ax3.errorbar(x00, y00, yerr=yerr00, xerr=xerr00, fmt='.', label='2000')\n",
    "ax3.errorbar(x06, y06, yerr=yerr06, xerr=xerr06, fmt='.', label='2006')\n",
    "ax3.errorbar(x091, y091, yerr=yerr091, xerr=xerr091, fmt='.',label='2009(1)')\n",
    "ax3.errorbar(x092, y092, yerr=yerr092, xerr=xerr092, fmt='.',label='2009(2)')\n",
    "ax3.set_xlabel(\"Energy (keV)\",fontsize=15)\n",
    "ax3.set_ylabel(r\"$keV^2 (Photons{\\ }cm^{-2}{\\ } s^{-1}{\\ } keV^{-1})$\",fontsize=15)\n",
    "ax3.set_title(\"Energy Mrk335\",fontsize=23)\n",
    "ax3.legend(fontsize=13)\n",
    "ax3.tick_params(labelsize=13)\n",
    "\n",
    "\n",
    "ax4.loglog()\n",
    "ax4.errorbar(x02, y02, yerr=yerr02, xerr=xerr02, fmt='.', label='2002')\n",
    "ax4.errorbar(x081, y081, yerr=yerr081, xerr=xerr081, fmt='.', label='2008(1)')\n",
    "ax4.errorbar(x101, y101, yerr=yerr101, xerr=xerr101, fmt='.', label='2010(1)')\n",
    "ax4.errorbar(x102, y102, yerr=yerr102, xerr=xerr102, fmt='.', label='2010(2)')\n",
    "ax4.set_xlabel(\"Energy (keV)\",fontsize=15)\n",
    "ax4.set_ylabel(r\"$keV^2 (Photons{\\ }cm^{-2}{\\ } s^{-1}{\\ } keV^{-1})$\",fontsize=15)\n",
    "ax4.set_title(\"Energy 1H0707-495\",fontsize=23)\n",
    "ax4.legend(fontsize=13)\n",
    "ax4.tick_params(labelsize=13)\n",
    "\n",
    "\n",
    "\n",
    "ax2.loglog()\n",
    "ax2.errorbar(x11, y11, yerr=yerr11, xerr=xerr11, fmt='.', label='2011')\n",
    "ax2.errorbar(x142, y142, yerr=yerr142, xerr=xerr142, fmt='.', label='2014(2)')\n",
    "ax2.errorbar(x15, y15, yerr=yerr15, xerr=xerr15, fmt='.', label='2015')\n",
    "ax2.set_xlabel(\"Energy (keV)\",fontsize=15)\n",
    "ax2.set_ylabel(r\"$keV^2 (Photons{\\ }cm^{-2}{\\ } s^{-1}{\\ } keV^{-1})$\",fontsize=15)\n",
    "ax2.set_title(\"Energy PG1244+026\",fontsize=23)\n",
    "ax2.legend(fontsize=13)\n",
    "ax2.tick_params(labelsize=13)\n",
    "\n",
    "\n",
    "ax1.set_ylim(10**(-4.0),10**(-1.7))\n",
    "ax2.set_ylim(10**(-4.0),10**(-1.7))\n",
    "ax3.set_ylim(10**(-4.0),10**(-1.7))\n",
    "ax4.set_ylim(10**(-4.0),10**(-1.7))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
